Recommendation on Steam
65.83Recall@5EviRank
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EviRankMethod Category=LLM, Backbone=Qwen2.52026.06 | 65.83 | — | 61.14 | — | 87.93 | 72.94 | |
| EviRankMethod Category=LLM, Backbone=Llama32026.06 | 64.97 | — | 59.6 | — | 86.15 | 71.78 | |
| EviRankMethod Category=LLM, Backbone=Mistral2026.06 | 63.27 | — | 57.83 | — | 83.87 | 69.57 | |
| LLM4RerankMethod Category=LLM2026.06 | 59.18 | — | 55.71 | — | 79.44 | 69.94 | |
| RankGPTMethod Category=LLM2026.06 | 53.3 | — | 40.4 | — | 69.34 | 48.33 | |
| PepRecMethod Category=LLM2026.06 | 53.25 | — | 40.37 | — | 69.31 | 48.31 | |
| SASRecMethod Category=CF2026.06 | 45.37 | — | 34.07 | — | 58.45 | 40.97 | |
| BERT4RecMethod Category=CF2026.06 | 43.72 | — | 31.26 | — | 57.41 | 37.34 | |
| GMFMethod Category=CF2026.06 | 41.52 | — | 30.79 | — | 54.9 | 38.24 | |
| LMMRecBase Model=PolyCF2026.02 | 6.38 | 9.95 | 6.84 | 7.93 | — | — | |
| LMMRecBase Model=WeightedGCL2026.02 | 6.33 | 9.94 | 6.85 | 8.08 | — | — | |
| ONCEBase Model=WeightedGCL2026.02 | 6.21 | 9.78 | 6.75 | 7.96 | — | — | |
| AutoGraphBase Model=WeightedGCL2026.02 | 6.19 | 9.66 | 6.73 | 7.9 | — | — | |
| UISTBase Model=WeightedGCL2026.02 | 6.15 | 9.69 | 6.71 | 7.87 | — | — | |
| ONCEBase Model=PolyCF2026.02 | 6.12 | 9.45 | 6.62 | 7.75 | — | — | |
| WeightedGCLBase Model=WeightedGCL2026.02 | 6.1 | 9.64 | 6.67 | 7.85 | — | — | |
| AutoGraphBase Model=PolyCF2026.02 | 6.09 | 9.56 | 6.63 | 7.81 | — | — | |
| DIAURecVenue=Ours, Category=Proposed2026.04 | 6.06 | 9.78 | 6.6 | 7.84 | 15.26 | 9.71 | |
| UISTBase Model=PolyCF2026.02 | 5.97 | 9.31 | 6.48 | 7.59 | — | — | |
| PolyCFBase Model=PolyCF2026.02 | 5.88 | 9.24 | 6.41 | 7.53 | — | — | |
| IRLLRecVenue=SIGIR'25, Category=LLM-based2026.04 | 5.66 | 9.18 | 6.2 | 7.37 | 14.45 | 9.19 | |
| SimGCLVenue=SIGIR'22, Category=ID-based2026.04 | 5.64 | 9.17 | 6.18 | 7.36 | 14.36 | 9.15 | |
| CARecVenue=CIKM'24, Category=AU-based2026.04 | 5.62 | 9 | 5.98 | 7.13 | 13.84 | 8.8 | |
| DCCFVenue=SIGIR'23, Category=ID-based2026.04 | 5.61 | 9.15 | 6.18 | 7.35 | 14.37 | 9.14 | |
| BIGCFVenue=SIGIR'24, Category=ID-based2026.04 | 5.6 | 9.01 | 6.12 | 7.25 | 14.31 | 9.05 | |
| GraphAUVenue=CIKM'23, Category=AU-based2026.04 | 5.55 | 9.1 | 5.98 | 7.18 | 14.34 | 8.97 | |
| RLMRecVenue=WWW'24, Category=LLM-based2026.04 | 5.48 | 9.07 | 6.08 | 7.29 | 14.33 | 9.07 | |
| LLMRecVenue=WSDM'24, Category=LLM-based2026.04 | 5.43 | 9.01 | 6.04 | 7.22 | 14.31 | 9.01 | |
| SimGCFVenue=KDD'26, Category=ID-based2026.04 | 5.4 | 8.97 | 5.95 | 7.17 | 14.24 | 8.96 | |
| AlphaRecVenue=ICLR'25, Category=LLM-based2026.04 | 5.38 | 8.97 | 6 | 7.18 | 14.2 | 8.98 | |
| KARVenue=RecSys'24, Category=LLM-based2026.04 | 5.19 | 8.54 | 5.78 | 6.9 | 13.53 | 8.54 | |
| LightGCNVenue=SIGIR'20, Category=ID-based2026.04 | 5.18 | 8.52 | 5.75 | 6.87 | 13.48 | 8.55 | |
| DirectAUVenue=KDD'22, Category=AU-based2026.04 | 4.93 | 9.91 | 5.4 | 6.41 | 12.49 | 7.96 | |
| SIURecVenue=AAAI'25, Category=AU-based2026.04 | 4.67 | 7.71 | 5.03 | 6.13 | 12.39 | 7.73 | |
| MAWUVenue=CIKM'23, Category=AU-based2026.04 | 4.6 | 7.52 | 4.97 | 5.96 | 11.85 | 7.46 | |
| AdaptiveMethod=Memorization-aware Adaptive Ensemble2026.03 | — | 20.08 | — | 15.79 | — | — | |
| AlphaRecBase Model=LightGCN [8]2025.11 | — | — | — | — | 14.04 | 8.89 | |
| AlphaRec*Base Model=LightGCN [8]2025.11 | — | — | — | — | 14.2 | 8.98 | |
| CARecBase Model=LightGCN [8]2025.11 | — | — | — | — | 13.84 | 8.8 | |
| Fixed-weightMethod=Fixed-weight Ensemble2026.03 | — | 20.08 | — | 15.79 | — | — | |
| KARBase Model=LightGCN [8]2025.11 | — | — | — | — | 13.53 | 8.54 | |
| LLMRecBase Model=LightGCN [8]2025.11 | — | — | — | — | 14.31 | 9.01 | |
| ProExBase Model=LightGCN [8]2025.11 | — | — | — | — | 14.73 | 9.39 | |
| RLMRec-CBase Model=LightGCN [8]2025.11 | — | — | — | — | 14.21 | 9.02 | |
| RLMRec-GBase Model=LightGCN [8]2025.11 | — | — | — | — | 14.33 | 9.07 | |
| SASRecMethod=Base Model2026.03 | — | 17.38 | — | 15.25 | — | — | |
| TIGERMethod=Base Model2026.03 | — | 17.73 | — | 15.51 | — | — |